| Number of Variables | 21 |
|---|---|
| Number of Rows | 41188 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 12 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 30.3 MB |
| Average Row Size in Memory | 770.4 B |
| Variable Types |
|
| duration is skewed | Skewed |
|---|---|
| campaign is skewed | Skewed |
| pdays is skewed | Skewed |
| emp.var.rate is skewed | Skewed |
| cons.price.idx is skewed | Skewed |
| cons.conf.idx is skewed | Skewed |
| euribor3m is skewed | Skewed |
| nr.employed is skewed | Skewed |
| month has constant length 3 | Constant Length |
| day_of_week has constant length 3 | Constant Length |
| previous has constant length 1 | Constant Length |
|---|---|
| emp.var.rate has 17191 (41.74%) negatives | Negatives |
| cons.conf.idx has 41188 (100.0%) negatives | Negatives |
numerical
| Approximate Distinct Count | 78 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 40.0241 |
| Minimum | 17 |
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 17 |
|---|---|
| 5-th Percentile | 26 |
| Q1 | 32 |
| Median | 38 |
| Q3 | 47 |
| 95-th Percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| IQR | 15 |
| Mean | 40.0241 |
|---|---|
| Standard Deviation | 10.4212 |
| Variance | 108.6025 |
| Sum | 1.6485e+06 |
| Skewness | 0.7847 |
| Kurtosis | 0.7911 |
| Coefficient of Variation | 0.2604 |
categorical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3046068 |
| Mean | 8.9552 |
|---|---|
| Standard Deviation | 2.1643 |
| Median | 10 |
| Minimum | 6 |
| Maximum | 13 |
| 1st row | housemaid |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | admin. |
| 5th row | services |
| Count | 347751 |
|---|---|
| Lowercase Letter | 347751 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 10675 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2958580 |
| Mean | 6.8311 |
|---|---|
| Standard Deviation | 0.6036 |
| Median | 7 |
| Minimum | 6 |
| Maximum | 8 |
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
| Count | 281360 |
|---|---|
| Lowercase Letter | 281360 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 8 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3200759 |
| Mean | 12.711 |
|---|---|
| Standard Deviation | 4.3889 |
| Median | 11 |
| Minimum | 7 |
| Maximum | 19 |
| 1st row | basic.4y |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | basic.6y |
| 5th row | high.school |
| Count | 471587 |
|---|---|
| Lowercase Letter | 471587 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 12513 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2802584 |
| Mean | 3.0437 |
|---|---|
| Standard Deviation | 2.032 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 7 |
| 1st row | no |
|---|---|
| 2nd row | unknown |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Count | 125364 |
|---|---|
| Lowercase Letter | 125364 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2786122 |
| Mean | 2.644 |
|---|---|
| Standard Deviation | 0.8426 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 7 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
| Count | 108902 |
|---|---|
| Lowercase Letter | 108902 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2770794 |
| Mean | 2.2719 |
|---|---|
| Standard Deviation | 0.8238 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 7 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | yes |
| Count | 93574 |
|---|---|
| Lowercase Letter | 93574 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3021768 |
| Mean | 8.3653 |
|---|---|
| Standard Deviation | 0.4815 |
| Median | 8 |
| Minimum | 8 |
| Maximum | 9 |
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
| Count | 344548 |
|---|---|
| Lowercase Letter | 344548 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 10 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2800784 |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
| Count | 123564 |
|---|---|
| Lowercase Letter | 123564 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2800784 |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | mon |
| 5th row | mon |
| Count | 123564 |
|---|---|
| Lowercase Letter | 123564 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 1544 |
|---|---|
| Approximate Unique (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 258.285 |
| Minimum | 0 |
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 36 |
| Q1 | 102 |
| Median | 180 |
| Q3 | 319 |
| 95-th Percentile | 752.65 |
| Maximum | 4918 |
| Range | 4918 |
| IQR | 217 |
| Mean | 258.285 |
|---|---|
| Standard Deviation | 259.2792 |
| Variance | 67225.7289 |
| Sum | 1.0638e+07 |
| Skewness | 3.263 |
| Kurtosis | 20.2453 |
| Coefficient of Variation | 1.0038 |
numerical
| Approximate Distinct Count | 42 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 2.5676 |
| Minimum | 1 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th Percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| IQR | 2 |
| Mean | 2.5676 |
|---|---|
| Standard Deviation | 2.77 |
| Variance | 7.673 |
| Sum | 105754 |
| Skewness | 4.7623 |
| Kurtosis | 36.9752 |
| Coefficient of Variation | 1.0788 |
numerical
| Approximate Distinct Count | 27 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 962.4755 |
| Minimum | 0 |
| Maximum | 999 |
| Zeros | 15 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 999 |
| Q1 | 999 |
| Median | 999 |
| Q3 | 999 |
| 95-th Percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| IQR | 0 |
| Mean | 962.4755 |
|---|---|
| Standard Deviation | 186.9109 |
| Variance | 34935.6873 |
| Sum | 3.9642e+07 |
| Skewness | -4.922 |
| Kurtosis | 22.2266 |
| Coefficient of Variation | 0.1942 |
categorical
| Approximate Distinct Count | 8 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2718408 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 41188 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3107788 |
| Mean | 10.4537 |
|---|---|
| Standard Deviation | 1.3736 |
| Median | 11 |
| Minimum | 7 |
| Maximum | 11 |
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
| Count | 430568 |
|---|---|
| Lowercase Letter | 430568 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 10 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 0.08189 |
| Minimum | -3.4 |
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 17191 |
| Negatives (%) | 41.7% |
| Minimum | -3.4 |
|---|---|
| 5-th Percentile | -2.9 |
| Q1 | -1.8 |
| Median | 1.1 |
| Q3 | 1.4 |
| 95-th Percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| IQR | 3.2 |
| Mean | 0.08189 |
|---|---|
| Standard Deviation | 1.571 |
| Variance | 2.4679 |
| Sum | 3372.7 |
| Skewness | -0.7241 |
| Kurtosis | -1.0626 |
| Coefficient of Variation | 19.1848 |
numerical
| Approximate Distinct Count | 26 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 93.5757 |
| Minimum | 92.201 |
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 92.201 |
|---|---|
| 5-th Percentile | 92.713 |
| Q1 | 93.075 |
| Median | 93.749 |
| Q3 | 93.994 |
| 95-th Percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| IQR | 0.919 |
| Mean | 93.5757 |
|---|---|
| Standard Deviation | 0.5788 |
| Variance | 0.3351 |
| Sum | 3.8542e+06 |
| Skewness | -0.2309 |
| Kurtosis | -0.8299 |
| Coefficient of Variation | 0.006186 |
numerical
| Approximate Distinct Count | 26 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | -40.5026 |
| Minimum | -50.8 |
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 41188 |
| Negatives (%) | 100.0% |
| Minimum | -50.8 |
|---|---|
| 5-th Percentile | -47.1 |
| Q1 | -42.7 |
| Median | -41.8 |
| Q3 | -36.4 |
| 95-th Percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| IQR | 6.3 |
| Mean | -40.5026 |
|---|---|
| Standard Deviation | 4.6282 |
| Variance | 21.4202 |
| Sum | -1.6682e+06 |
| Skewness | 0.3032 |
| Kurtosis | -0.3587 |
| Coefficient of Variation | -0.1143 |
numerical
| Approximate Distinct Count | 316 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 3.6213 |
| Minimum | 0.634 |
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.634 |
|---|---|
| 5-th Percentile | 0.797 |
| Q1 | 1.344 |
| Median | 4.857 |
| Q3 | 4.961 |
| 95-th Percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| IQR | 3.617 |
| Mean | 3.6213 |
|---|---|
| Standard Deviation | 1.7344 |
| Variance | 3.0083 |
| Sum | 149153.726 |
| Skewness | -0.7092 |
| Kurtosis | -1.4068 |
| Coefficient of Variation | 0.479 |
numerical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 659008 |
| Mean | 5167.0359 |
| Minimum | 4963.6 |
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 4963.6 |
|---|---|
| 5-th Percentile | 5017.5 |
| Q1 | 5099.1 |
| Median | 5191 |
| Q3 | 5228.1 |
| 95-th Percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| IQR | 129 |
| Mean | 5167.0359 |
|---|---|
| Standard Deviation | 72.2515 |
| Variance | 5220.2833 |
| Sum | 2.1282e+08 |
| Skewness | -1.0442 |
| Kurtosis | -0.003906 |
| Coefficient of Variation | 0.01398 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 2764236 |
| Mean | 2.1127 |
|---|---|
| Standard Deviation | 0.3162 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Count | 87016 |
|---|---|
| Lowercase Letter | 87016 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |